[INSERT DATASET NAME] Report¶

[INSERT DATASET DESCRIPTION]

Table of Contents¶


  • Overview

    • Quick Info

    • Data Types

    • Data Preview

    • Missing Values

    • Rows With Missing Value

    • Constant Occurrence

    • Duplicate Rows

  • Univariate Analysis

  • Bivariate analysis

    • Correlation Plot

    • Pairplot

    • Contingency table

  • Multivariate analysis

    • Principal Component Analysis

    • Parallel coordinates

    • Parallel categories

Overview


Quick Info

Rows 569
Columns 32
Missing cells 0 (0.00 %)
Zeros 0 (0.00 %)
Duplicate rows 0 (0.00 %)

Data Types

Column Name Inferred Data Type
ID unique
DIAGNOSIS categorical
RADIUS1 unique
TEXTURE1 numeric
PERIMETER1 numeric
AREA1 numeric
SMOOTHNESS1 numeric
COMPACTNESS1 numeric
CONCAVITY1 numeric
CONCAVE_POINTS1 numeric
SYMMETRY1 numeric
FRACTAL_DIMENSION1 numeric
RADIUS2 numeric
TEXTURE2 numeric
PERIMETER2 numeric
AREA2 numeric
SMOOTHNESS2 numeric
COMPACTNESS2 numeric
CONCAVITY2 numeric
CONCAVE_POINTS2 numeric
SYMMETRY2 numeric
FRACTAL_DIMENSION2 numeric
RADIUS3 numeric
TEXTURE3 numeric
PERIMETER3 numeric
AREA3 numeric
SMOOTHNESS3 numeric
COMPACTNESS3 numeric
CONCAVITY3 numeric
CONCAVE_POINTS3 numeric
SYMMETRY3 numeric
FRACTAL_DIMENSION3 numeric

Data Preview

First rows¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
0 1 M 17.468843696497075 20.935767 102.705346 803.050293 0.095644 0.110316 0.130841 0.079513 ... 18.857704 34.050192 145.335380 1140.389853 0.130180 0.146870 0.312506 0.051193 0.190251 0.072888
1 2 M 13.180949146123174 15.704659 78.647614 618.794298 0.094053 0.078048 0.140546 0.069390 ... 18.561703 31.801173 159.037591 307.719708 0.153750 0.158813 0.415260 0.135295 0.346074 0.076236
2 3 B 10.793361733733573 13.547980 130.962270 1513.596004 0.082788 0.128794 0.110694 0.092494 ... 17.628290 26.951802 84.454787 377.106919 0.116430 0.161798 -0.066029 0.129115 0.234398 0.116406
3 4 M 16.339661313587403 26.095101 86.509558 1051.721570 0.094979 0.183650 0.092588 0.068876 ... 18.811313 28.978058 146.351453 834.733363 0.116443 0.178972 0.458509 0.069029 0.268094 0.089023
4 5 B 13.66463808379408 23.882770 44.124946 365.373537 0.095382 0.018038 -0.042788 0.069754 ... 29.587085 42.374835 98.602599 342.988111 0.124752 0.004435 0.539556 0.049066 0.376473 0.085752

5 rows × 32 columns

Last rows¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
564 565 B 15.83124357449493 24.262825 57.379772 912.137069 0.102291 0.093609 0.135473 0.028163 ... 15.047911 27.485440 58.026161 631.941304 0.159210 0.139953 0.571698 0.086961 0.396145 0.068456
565 566 M 16.315370014110677 17.186955 89.117526 856.768140 0.071787 0.065947 0.071129 0.016710 ... 19.036420 16.013973 147.798359 444.112074 0.129733 0.477248 -0.022390 0.195397 0.311748 0.075748
566 567 B 11.3151206224153 13.430785 121.560251 177.582387 0.081159 0.000649 0.058835 0.072422 ... 16.282101 21.480773 135.879554 1595.981063 0.079938 0.332036 0.604687 0.091690 0.311904 0.093775
567 568 M 14.643965683074148 18.903333 117.085491 659.073700 0.074895 0.111578 -0.015030 0.068743 ... 13.958670 32.841570 63.376868 1695.582541 0.110867 0.167730 0.306473 0.110603 0.308248 0.049664
568 569 M 11.43050982986012 10.204873 106.862229 344.109867 0.090065 0.087905 0.126731 0.085906 ... 13.028730 20.213253 88.915734 1447.398128 0.126119 0.525196 0.049179 0.116877 0.255086 0.136378

5 rows × 32 columns

Sample¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
143 144 M 13.8146932232609 17.205283 76.828536 475.019639 0.075666 0.132200 0.240590 0.016056 ... 18.928581 26.902518 118.604306 852.830957 0.130340 0.216698 0.164953 0.044691 0.247429 0.095684
381 382 B 7.308314189995438 10.437702 149.052996 451.501782 0.101754 0.184167 0.126638 0.037631 ... 19.913370 12.422234 88.498707 703.609578 0.117589 0.200336 -0.032055 -0.069351 0.271707 0.111458
331 332 B 12.921916618994658 26.686739 69.766003 478.899164 0.102333 0.016207 0.057876 0.041696 ... 21.791978 20.089511 127.470672 1284.259868 0.110566 0.318805 0.263419 0.080863 0.298563 0.069039
565 566 M 16.315370014110677 17.186955 89.117526 856.768140 0.071787 0.065947 0.071129 0.016710 ... 19.036420 16.013973 147.798359 444.112074 0.129733 0.477248 -0.022390 0.195397 0.311748 0.075748
278 279 B 19.237148067365155 24.889584 73.766779 696.725862 0.081671 0.137575 0.148660 -0.004629 ... 21.990994 29.675728 150.813578 980.961772 0.149935 0.285887 0.225843 0.135597 0.396016 0.096409

5 rows × 32 columns

Missing Values

There are no missing values

Rows With Missing Value

There are no missing values

Constant Occurrence

Column Name 0 Count 0 %
ID 0 0.000
DIAGNOSIS 0 0.000
SYMMETRY3 0 0.000
CONCAVE_POINTS3 0 0.000
CONCAVITY3 0 0.000
COMPACTNESS3 0 0.000
SMOOTHNESS3 0 0.000
AREA3 0 0.000
PERIMETER3 0 0.000
TEXTURE3 0 0.000
RADIUS3 0 0.000
FRACTAL_DIMENSION2 0 0.000
SYMMETRY2 0 0.000
CONCAVE_POINTS2 0 0.000
CONCAVITY2 0 0.000
COMPACTNESS2 0 0.000
SMOOTHNESS2 0 0.000
AREA2 0 0.000
PERIMETER2 0 0.000
TEXTURE2 0 0.000
RADIUS2 0 0.000
FRACTAL_DIMENSION1 0 0.000
SYMMETRY1 0 0.000
CONCAVE_POINTS1 0 0.000
CONCAVITY1 0 0.000
COMPACTNESS1 0 0.000
SMOOTHNESS1 0 0.000
AREA1 0 0.000
PERIMETER1 0 0.000
TEXTURE1 0 0.000
RADIUS1 0 0.000
FRACTAL_DIMENSION3 0 0.000

Duplicate Rows

There are no duplicated rows

Univariate Analysis


ID - unique¶

Each value in the column is unique.


DIAGNOSIS - categorical¶

Most frequent values

B 354 (62.21 %)
M 215 (37.79 %)
Other values count 0 (0.00 %)
Null 0 (0.00 %)
No description has been provided for this image

RADIUS1 - unique¶

Each value in the column is unique.


TEXTURE1 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 10 972.02
Mean 19.28
Mode 5.98
Standard deviation 4.48
Mean absolute deviation 3.58
Median absolute deviation 3.00
Coefficient of variation 0.23
Kurtosis -0.03
Skewness 0.02

Quantile Statistics

Minimum 5.98
Maximum 34.00
Q1 16.17
Median 19.27
Q3 22.13
Range 28.02
IQR 5.96
No description has been provided for this image

PERIMETER1 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 51 974.43
Mean 91.34
Mode 29.15
Standard deviation 23.85
Mean absolute deviation 19.35
Median absolute deviation 16.36
Coefficient of variation 0.26
Kurtosis -0.35
Skewness 0.07

Quantile Statistics

Minimum 29.15
Maximum 155.58
Q1 74.49
Median 92.41
Q3 107.58
Range 126.43
IQR 33.09
No description has been provided for this image

AREA1 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 372 827.59
Mean 655.23
Mode -498.52
Standard deviation 359.64
Mean absolute deviation 285.02
Median absolute deviation 238.21
Coefficient of variation 0.55
Kurtosis 0.07
Skewness 0.01

Quantile Statistics

Minimum -498.52
Maximum 1 750.55
Q1 420.27
Median 665.40
Q3 896.87
Range 2 249.07
IQR 476.60
No description has been provided for this image

SMOOTHNESS1 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 54.26
Mean 0.10
Mode 0.06
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.14
Kurtosis 0.20
Skewness 0.11

Quantile Statistics

Minimum 0.06
Maximum 0.14
Q1 0.09
Median 0.09
Q3 0.10
Range 0.08
IQR 0.02
No description has been provided for this image

COMPACTNESS1 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 59.26
Mean 0.10
Mode -0.06
Standard deviation 0.05
Mean absolute deviation 0.04
Median absolute deviation 0.03
Coefficient of variation 0.50
Kurtosis 0.22
Skewness 0.07

Quantile Statistics

Minimum -0.06
Maximum 0.28
Q1 0.07
Median 0.10
Q3 0.13
Range 0.34
IQR 0.06
No description has been provided for this image

CONCAVITY1 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 49.72
Mean 0.09
Mode -0.21
Standard deviation 0.08
Mean absolute deviation 0.06
Median absolute deviation 0.05
Coefficient of variation 0.93
Kurtosis 0.18
Skewness -0.25

Quantile Statistics

Minimum -0.21
Maximum 0.33
Q1 0.04
Median 0.09
Q3 0.14
Range 0.54
IQR 0.11
No description has been provided for this image

CONCAVE_POINTS1 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 27.13
Mean 0.05
Mode -0.05
Standard deviation 0.04
Mean absolute deviation 0.03
Median absolute deviation 0.03
Coefficient of variation 0.80
Kurtosis -0.40
Skewness 0.06

Quantile Statistics

Minimum -0.05
Maximum 0.16
Q1 0.02
Median 0.05
Q3 0.07
Range 0.21
IQR 0.05
No description has been provided for this image

SYMMETRY1 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 103.53
Mean 0.18
Mode 0.11
Standard deviation 0.03
Mean absolute deviation 0.02
Median absolute deviation 0.02
Coefficient of variation 0.14
Kurtosis -0.01
Skewness 0.01

Quantile Statistics

Minimum 0.11
Maximum 0.26
Q1 0.16
Median 0.18
Q3 0.20
Range 0.15
IQR 0.03
No description has been provided for this image

FRACTAL_DIMENSION1 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 35.86
Mean 0.06
Mode 0.04
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.00
Coefficient of variation 0.11
Kurtosis -0.24
Skewness -0.01

Quantile Statistics

Minimum 0.04
Maximum 0.08
Q1 0.06
Median 0.06
Q3 0.07
Range 0.04
IQR 0.01
No description has been provided for this image

RADIUS2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 230.10
Mean 0.40
Mode -0.51
Standard deviation 0.27
Mean absolute deviation 0.22
Median absolute deviation 0.18
Coefficient of variation 0.66
Kurtosis -0.06
Skewness 0.01

Quantile Statistics

Minimum -0.51
Maximum 1.28
Q1 0.23
Median 0.40
Q3 0.59
Range 1.79
IQR 0.36
No description has been provided for this image

TEXTURE2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 693.79
Mean 1.22
Mode -0.48
Standard deviation 0.56
Mean absolute deviation 0.44
Median absolute deviation 0.35
Coefficient of variation 0.46
Kurtosis 0.08
Skewness 0.17

Quantile Statistics

Minimum -0.48
Maximum 3.02
Q1 0.85
Median 1.20
Q3 1.55
Range 3.51
IQR 0.70
No description has been provided for this image

PERIMETER2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 1 760.00
Mean 3.09
Mode -3.29
Standard deviation 1.93
Mean absolute deviation 1.53
Median absolute deviation 1.27
Coefficient of variation 0.62
Kurtosis -0.02
Skewness -0.02

Quantile Statistics

Minimum -3.29
Maximum 8.66
Q1 1.85
Median 3.10
Q3 4.41
Range 11.95
IQR 2.56
No description has been provided for this image

AREA2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 21 476.17
Mean 37.74
Mode -81.76
Standard deviation 45.88
Mean absolute deviation 36.65
Median absolute deviation 30.49
Coefficient of variation 1.22
Kurtosis -0.19
Skewness 0.13

Quantile Statistics

Minimum -81.76
Maximum 181.47
Q1 7.84
Median 38.74
Q3 68.23
Range 263.23
IQR 60.39
No description has been provided for this image

SMOOTHNESS2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 4.03
Mean 0.01
Mode -0.01
Standard deviation 0.00
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.43
Kurtosis 0.14
Skewness -0.04

Quantile Statistics

Minimum -0.01
Maximum 0.02
Q1 0.00
Median 0.01
Q3 0.01
Range 0.02
IQR 0.00
No description has been provided for this image

COMPACTNESS2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 15.07
Mean 0.03
Mode -0.03
Standard deviation 0.02
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.68
Kurtosis 0.17
Skewness -0.14

Quantile Statistics

Minimum -0.03
Maximum 0.09
Q1 0.02
Median 0.03
Q3 0.04
Range 0.12
IQR 0.02
No description has been provided for this image

CONCAVITY2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 18.39
Mean 0.03
Mode -0.05
Standard deviation 0.03
Mean absolute deviation 0.03
Median absolute deviation 0.02
Coefficient of variation 0.98
Kurtosis -0.09
Skewness -0.11

Quantile Statistics

Minimum -0.05
Maximum 0.13
Q1 0.01
Median 0.03
Q3 0.05
Range 0.18
IQR 0.04
No description has been provided for this image

CONCAVE_POINTS2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 6.43
Mean 0.01
Mode -0.01
Standard deviation 0.01
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.53
Kurtosis -0.37
Skewness -0.07

Quantile Statistics

Minimum -0.01
Maximum 0.03
Q1 0.01
Median 0.01
Q3 0.02
Range 0.04
IQR 0.01
No description has been provided for this image

SYMMETRY2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 11.81
Mean 0.02
Mode -0.00
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.41
Kurtosis -0.15
Skewness 0.03

Quantile Statistics

Minimum -0.00
Maximum 0.05
Q1 0.02
Median 0.02
Q3 0.03
Range 0.05
IQR 0.01
No description has been provided for this image

FRACTAL_DIMENSION2 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 2.13
Mean 0.00
Mode -0.01
Standard deviation 0.00
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.69
Kurtosis 0.46
Skewness -0.09

Quantile Statistics

Minimum -0.01
Maximum 0.01
Q1 0.00
Median 0.00
Q3 0.01
Range 0.02
IQR 0.00
No description has been provided for this image

RADIUS3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 9 240.04
Mean 16.24
Mode -1.64
Standard deviation 4.91
Mean absolute deviation 3.99
Median absolute deviation 3.49
Coefficient of variation 0.30
Kurtosis -0.17
Skewness -0.17

Quantile Statistics

Minimum -1.64
Maximum 29.59
Q1 12.75
Median 16.43
Q3 19.71
Range 31.23
IQR 6.96
No description has been provided for this image

TEXTURE3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 14 794.12
Mean 26.00
Mode 8.17
Standard deviation 5.89
Mean absolute deviation 4.81
Median absolute deviation 4.39
Coefficient of variation 0.23
Kurtosis -0.37
Skewness 0.01

Quantile Statistics

Minimum 8.17
Maximum 42.37
Q1 21.62
Median 26.14
Q3 30.41
Range 34.20
IQR 8.78
No description has been provided for this image

PERIMETER3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 60 054.87
Mean 105.54
Mode -15.98
Standard deviation 32.64
Mean absolute deviation 26.55
Median absolute deviation 23.57
Coefficient of variation 0.31
Kurtosis -0.19
Skewness -0.14

Quantile Statistics

Minimum -15.98
Maximum 191.37
Q1 81.37
Median 106.66
Q3 128.73
Range 207.36
IQR 47.36
No description has been provided for this image

AREA3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 510 128.09
Mean 896.53
Mode -1 195.14
Standard deviation 562.28
Mean absolute deviation 452.78
Median absolute deviation 402.41
Coefficient of variation 0.63
Kurtosis 0.03
Skewness -0.08

Quantile Statistics

Minimum -1 195.14
Maximum 2 714.64
Q1 506.34
Median 897.00
Q3 1 304.25
Range 3 909.78
IQR 797.91
No description has been provided for this image

SMOOTHNESS3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 75.41
Mean 0.13
Mode 0.07
Standard deviation 0.02
Mean absolute deviation 0.02
Median absolute deviation 0.02
Coefficient of variation 0.17
Kurtosis -0.12
Skewness 0.02

Quantile Statistics

Minimum 0.07
Maximum 0.20
Q1 0.12
Median 0.13
Q3 0.15
Range 0.13
IQR 0.03
No description has been provided for this image

COMPACTNESS3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 144.89
Mean 0.25
Mode -0.22
Standard deviation 0.17
Mean absolute deviation 0.13
Median absolute deviation 0.11
Coefficient of variation 0.65
Kurtosis -0.07
Skewness -0.09

Quantile Statistics

Minimum -0.22
Maximum 0.75
Q1 0.15
Median 0.26
Q3 0.37
Range 0.98
IQR 0.21
No description has been provided for this image

CONCAVITY3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 153.01
Mean 0.27
Mode -0.35
Standard deviation 0.21
Mean absolute deviation 0.17
Median absolute deviation 0.15
Coefficient of variation 0.79
Kurtosis -0.18
Skewness 0.03

Quantile Statistics

Minimum -0.35
Maximum 0.89
Q1 0.13
Median 0.27
Q3 0.42
Range 1.24
IQR 0.29
No description has been provided for this image

CONCAVE_POINTS3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 66.00
Mean 0.12
Mode -0.08
Standard deviation 0.06
Mean absolute deviation 0.05
Median absolute deviation 0.04
Coefficient of variation 0.56
Kurtosis -0.02
Skewness 0.08

Quantile Statistics

Minimum -0.08
Maximum 0.32
Q1 0.07
Median 0.11
Q3 0.16
Range 0.40
IQR 0.09
No description has been provided for this image

SYMMETRY3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 165.83
Mean 0.29
Mode 0.11
Standard deviation 0.06
Mean absolute deviation 0.05
Median absolute deviation 0.04
Coefficient of variation 0.22
Kurtosis 0.12
Skewness -0.00

Quantile Statistics

Minimum 0.11
Maximum 0.50
Q1 0.25
Median 0.29
Q3 0.33
Range 0.39
IQR 0.08
No description has been provided for this image

FRACTAL_DIMENSION3 - numeric¶

Descriptive Statistics

Number of unique values 569
Sum 47.99
Mean 0.08
Mode 0.03
Standard deviation 0.02
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.21
Kurtosis 0.41
Skewness 0.09

Quantile Statistics

Minimum 0.03
Maximum 0.15
Q1 0.07
Median 0.08
Q3 0.10
Range 0.12
IQR 0.02
No description has been provided for this image

Bivariate analysis


Correlation Plot

Pearson Correlation¶

No description has been provided for this image

Spearman Correlation¶

No description has been provided for this image

Kendall Correlation¶

No description has been provided for this image

Pairplot

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning:

The figure layout has changed to tight

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning:

The figure layout has changed to tight

No description has been provided for this image

Contingency table

Multivariate analysis


Principal Component Analysis

First vs second principal component¶

Explained variance ratio: 9.66%

Explained variance ratio¶

No description has been provided for this image

Parallel coordinates

Parallel categories